We provide a large-scale reference atlas of human hematopoiesis with balanced representation of CD34+ stem and progenitor cells together with terminally differentiated populations. Our reference map of 263,159 hematopoietic cells provides us with deep portraits of lineage transitions in both early and late stages of human hematopoiesis, spanning 55 cellular states.